发明名称 |
SYSTEM AND METHOD FOR DECODING SPIKING RESERVOIRS WITH CONTINUOUS SYNAPTIC PLASTICITY |
摘要 |
Described is a system for decoding spiking reservoirs even when the spiking reservoir has continuous, synaptic plasticity. The system uses a set of training patterns to train a neural network having a spiking reservoir comprised of spiking neurons. A test pattern duration d is estimated for a set of test patterns P, and each test pattern is presented to the spiking reservoir for a duration of d/P seconds. Output spikes from the spiking reservoir are generated via readout neurons. The output spikes are measured and tire measurements are used to compute firing rate codes, each firing rate code corresponding to a test pattern in the set of test patterns P. The firing rate codes are used to decode performance of the neural network by computing a discriminability index (Dl) to discriminate between test patterns in the set of test patterns P. |
申请公布号 |
WO2016149689(A1) |
申请公布日期 |
2016.09.22 |
申请号 |
WO2016US23313 |
申请日期 |
2016.03.18 |
申请人 |
HRL LABORATORIES, LLC |
发明人 |
CHO, Youngkwan;SRINIVASA, Narayan |
分类号 |
G06N3/02;G06F15/18;G06F17/10 |
主分类号 |
G06N3/02 |
代理机构 |
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代理人 |
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主权项 |
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地址 |
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